{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "separated-loading",
   "metadata": {},
   "outputs": [],
   "source": [
    "from gs_quant.session import GsSession\n",
    "# external users should substitute their client id and secret; please skip this step if using internal jupyterhub\n",
    "GsSession.use(client_id=None, client_secret=None, scopes=('run_analytics',)) "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bacterial-tutorial",
   "metadata": {},
   "source": [
    "### Swaption Carry Grid\n",
    "\n",
    "In this screen, we compare carry of swaptions for a fixed strike and for a fixed horizon across a range of expiries and tenors."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "objective-superintendent",
   "metadata": {},
   "outputs": [],
   "source": [
    "from gs_quant.instrument import IRSwaption\n",
    "from gs_quant.markets.portfolio import Portfolio\n",
    "from gs_quant.risk import RollFwd\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "pd.options.display.float_format = '{:,.0f}'.format\n",
    "\n",
    "def carry_grid(horizon, expiries, termination, pay_rec, ccy, moneyness):\n",
    "    portfolios = Portfolio([Portfolio([IRSwaption(pay_or_receive=pay_rec, notional_currency=ccy, termination_date=t, \n",
    "                                              expiration_date=e, strike=f'ATMF+{moneyness}') for e in expiries]) for t in termination])\n",
    "    portfolios.resolve()\n",
    "\n",
    "    price = portfolios.price()\n",
    "    price_df = price.to_frame()\n",
    "\n",
    "    with RollFwd(horizon):\n",
    "        price_fwd = portfolios.price()\n",
    "\n",
    "    price_fwd_df = price_fwd.to_frame()\n",
    "    carry = 100*(price_fwd_df - price_df)/price_df\n",
    "    carry.index = termination #Keep ordering\n",
    "    carry.columns= expiries\n",
    "    \n",
    "    ##plot\n",
    "    carry = carry.T\n",
    "    plt.subplots(figsize=(12, 6))\n",
    "    ax = sns.heatmap(carry, annot=True, fmt='.2f', cmap='coolwarm')\n",
    "    ax.set(ylabel='Expiries', xlabel='Tenor', title= horizon + ' carry w. '+ str(moneyness)+'bps moneyness, %')\n",
    "    ax.xaxis.tick_top()\n",
    "    return carry"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "better-saint",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "horizon = '1y'\n",
    "expiries = ['4y', '5y',  '6y', '7y', '8y', '9y', '10y', '15y', '20y', '25y', '30y']\n",
    "termination = ['1y', '2y', '3y', '4y', '5y',  '6y', '7y', '8y', '9y', '10y', '15y', '20y', '25y', '30y']\n",
    "pay_rec = 'Pay'\n",
    "ccy = 'USD'\n",
    "moneyness = 100\n",
    "\n",
    "carry = carry_grid(horizon, expiries, termination, pay_rec, ccy, moneyness)"
   ]
  }
 ],
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